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Published on 23.12.2025
TLDR: The bottleneck in AI-driven development has shifted from writing code to deciding what code to write. Andrew Ng and Lawrence Moroney highlight that top AI companies are seeing engineer-to-PM ratios collapse towards 1:1, signaling that product judgment, business focus, and the ability to manage AI-generated technical debt are now the most critical career skills.